async-tiff
Fast, low-level async TIFF reader for Python.
This documentation is for the Python bindings. Refer here for the Rust crate documentation.
For a higher-level API to read GeoTIFF files, visit async-geotiff.
Examples
Reading NAIP
from async_tiff import TIFF
from async_tiff.store import S3Store
# You'll also need to provide credentials to access a requester pays bucket
store = S3Store("naip-visualization", region="us-west-2", request_payer=True)
path = "ny/2022/60cm/rgb/40073/m_4007307_sw_18_060_20220803.tif"
tiff = await TIFF.open(path, store=store)
primary_ifd = tiff.ifds[0]
primary_ifd.geo_key_directory.citation
# 'NAD83 / UTM zone 18N'
primary_ifd.geo_key_directory.projected_type
# 26918
# (EPSG code)
primary_ifd.sample_format
# [<SampleFormat.Uint: 1>, <SampleFormat.Uint: 1>, <SampleFormat.Uint: 1>]
primary_ifd.bits_per_sample
# [8, 8, 8]
tile = await tiff.fetch_tile(0, 0, 4)
array = await tile.decode()
# Use rasterio and matplotlib for visualization
import numpy as np
from rasterio.plot import reshape_as_raster, show
# Zero-copy conversion of the rust array into a numpy array
np_array = np.asarray(array)
# Then we need to reshape the "image" axes into "raster" axes
# https://rasterio.readthedocs.io/en/stable/topics/image_processing.html
show(reshape_as_raster(np_array), adjust=True)
Reading Sentinel 2 L2A
import numpy as np
from async_tiff import TIFF
from async_tiff.store import S3Store
store = S3Store("sentinel-cogs", region="us-west-2", skip_signature=True)
path = "sentinel-s2-l2a-cogs/12/S/UF/2022/6/S2B_12SUF_20220609_0_L2A/B04.tif"
tiff = await TIFF.open(path, store=store)
primary_ifd = tiff.ifds[0]
# Text readable citation
primary_ifd.geo_key_directory.citation
# EPSG code
primary_ifd.geo_key_directory.projected_type
primary_ifd.sample_format[0]
# <SampleFormat.Uint: 1>
primary_ifd.bits_per_sample[0]
# 16
tile = await tiff.fetch_tile(0, 0, 0)
array = await tile.decode()
# Zero-copy conversion of the rust array into a numpy array
np_array = np.asarray(array)
np_array.shape
# (1024, 1024, 1)
1 maintainer
Metadata
1 maintainer
Release files for async-tiff 0.7.2
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| File | Size | Uploaded | |
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| async_tiff-0.7.2.tar.gz | 5.2 MB | Details |
Built distributions (wheels)
Total release size: 99.6 MB
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